Exploring Word Order Predictions of Theories of Communicatively Efficient Language Production
Michael Hahn
March 2018
##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, union## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector
## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector
## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector
## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector
## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector
## Warning in bind_rows_(x, .id): binding character and factor vector, coercing into character vector##
## Assigned RegType
## inferWeightsCross.py
## readDataDistCrossGPUFreeMomentumEarlyStop.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevereAnnealAllCorpora.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevereAnnealAllCorporaOnlyLexRestrNP.py
## inferWeightsCrossVariationalAllCorpora.py
## readDataGradientsWordSurp.py
## readDataDistEnglishGPUOnlyDependencyLabelNoPred.py
## readDataDistEnglishGPUFreeUIDCorrectMean.py
## readDataDistCrossLGPUDepLengthMomentumEntropyUnbiasedBaseline.py
## readDataDistEnglishGPUFreeMomentum.py
## readDataDistCrossLCPUDepLengthMomentum.py
## readDataDistCrossGPUFreeMomentum.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevere.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropy.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevereAnneal.py
## readDataDistCrossLGPUDepLengthMomentumEntropy.py
## readDataGradientsDepL.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevereAnnealAllCorporaOnlyLex.py
## readDataDistEnglishGPUFreeUIDLagrangeRelaxPrimalDualPOS.py
## readDataDistEnglishGPUFreeParsingUnbiased.py
## readDataDistCrossLGPUDepLengthMomentum.py
## readDataDistEnglishGPUFreeParsingUnidir.py
## readDataDistEnglishGPUFreeUID.py
## readDataDistCrossLGPUDepLengthMomentumEntropyPlainBaseline.py
## inferWeightsCrossVariational.py
## readDataDistEnglishGPUFreeUIDCorrectMeanAllCorporaRate.py
## inferWeightsForEnglish.py
## readDataDistEnglishGPUDepLength.py
## readDataDistEnglishGPUFreeUIDLagrangeRelax.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyLR.py
## readDataDistEnglishGPUFreeUIDLagrangeRelaxPrimalDual.py
## readDataDistEnglishGPUFreeParsingUnbiasedEntropy.py
## readDataRegressionDepLengthAndSurprisalRandomEffects.py
## readDataDistEnglishGPUFreeUIDCorrectMeanAllCorpora.py
## readDataDistCrossGPUFreeMomentumEarlyStopEntropyPersevereAnnealSmallVocab.py
## readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandIntercept.py
## readDataDistCrossGPUFreeMomentumEarlyStopGaussianPersevere.py
## readDataGradientsUIDs.py
## Take into account (1) log variances, (2) UID rate vs UID TODO do same with other variances and SigmasALSO take into account depLogLengthWhere is Norwegian surprisal data???Ordering Rules Controlling for Different Metrics
Distance Logits
dependencies whose weights are `significant’ according to only maximum-likelihood
Ordered by the quotient of t-values
dependencies whose weights are `significant’ according to only controlled model
## ModelName
## 1 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 2 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaLogVarRateUIDDepLBugfix_LogExp.py
## 3 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 4 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 5 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 6 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 7 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 8 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 9 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 10 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 11 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 12 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaLogVarRateUIDDepLBugfix_LogExp.py
## 13 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 14 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 15 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 16 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaLogVarRateUIDDepLBugfix.py
## 17 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 18 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 19 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaLogVarDepLBugfix_LogExp.py
## 20 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 21 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 22 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix.py
## 23 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 24 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 25 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 26 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 27 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 28 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 29 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 30 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogVar_Tight_Guide.py
## 31 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 32 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 33 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaDepLOnly_Bugfix_LogExpVar.py
## 34 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurpWord_LogExpVar.py
## 35 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaSurp_LogExpVar.py
## 36 readDataRegressionDepLengthAndSurprisalRandomEffectsVariationalUIDRandInterceptSlopesAllCorporaLogVarDepLBugfix_LogExp.py
## RegType Language Head Dependency Dependent Distance_t Real_Distance_t
## 1 SurpWord Spanish VERB obl NOUN -12.800028 -0.5994617
## 2 DL+Surp+ID Spanish VERB obl NOUN -10.832823 -0.5994617
## 3 SurpWord Czech NOUN cop AUX -7.936591 -0.3307993
## 4 SurpWord Spanish VERB obl PROPN -6.639079 -0.7654581
## 5 SurpWord Czech ADJ nsubj NOUN -6.432013 0.7912353
## 6 DepL Korean VERB advmod NOUN -6.120599 0.1360280
## 7 SurpWord Czech VERB nsubj DET -5.895096 -0.7201864
## 8 DepL English VERB ccomp VERB -5.595477 0.4827976
## 9 DepL English VERB obl NOUN -5.401329 0.4061816
## 10 DepL Spanish VERB obl NOUN -5.209353 -0.5994617
## 11 SurpWord Spanish NOUN cop AUX -5.192801 -0.3144620
## 12 DL+Surp+ID Spanish VERB obl PROPN -5.147982 -0.7654581
## 13 Surp Russian ADJ obl ADV -4.554511 -0.5259219
## 14 SurpWord Russian ADJ obl ADV -4.146271 -0.5259219
## 15 SurpWord Czech ADJ nsubj:pass NOUN -4.119334 -0.9294315
## 16 DL+Surp+ID Spanish VERB obl NOUN -4.108575 -0.5994617
## 17 DepL Spanish VERB obl PROPN -4.038629 -0.7654581
## 18 DepL Japanese NUM case ADP 4.155957 -0.4670624
## 19 DL+Surp+ID Russian NOUN discourse PART 4.523942 0.8298631
## 20 Surp Russian NOUN discourse PART 4.770248 0.8298631
## 21 SurpWord Russian NOUN discourse PART 4.830353 0.8298631
## 22 DepL Japanese NOUN punct PUNCT 4.849074 -0.9390586
## 23 DepL Korean ADJ punct PUNCT 5.026448 -0.4526454
## 24 DepL Japanese NOUN punct PUNCT 6.486710 -0.9390586
## 25 Surp Japanese NOUN punct PUNCT 7.362157 -0.9390586
## 26 Surp Japanese NUM case ADP 7.516206 -0.4670624
## 27 Surp Japanese NOUN punct PUNCT 7.559795 -0.9390586
## 28 Surp Japanese NUM case ADP 7.741034 -0.4670624
## 29 Surp Japanese NUM case ADP 7.843881 -0.4670624
## 30 Surp Russian NOUN case ADP 8.208778 0.4596123
## 31 Surp Japanese NOUN punct PUNCT 8.563088 -0.9390586
## 32 DepL Russian NOUN case ADP 9.758067 0.4596123
## 33 DepL Korean VERB punct PUNCT 15.158305 -0.5258701
## 34 SurpWord Russian NOUN case ADP 27.447277 0.4596123
## 35 Surp Russian NOUN case ADP 31.595398 0.4596123
## 36 DL+Surp+ID Russian NOUN case ADP 34.183023 0.4596123dependencies whose weights are more `significant’ according to controlled model
Ordered by the quotient of t-values (opposite)
